Geometry-invariant physics encoding plus a conformal residual ensemble and held-out-shot audit cuts FWI error ~38% on synthetics and restores ~0.9 coverage zero-shot on Marmousi-2 under shift.
Geo- physics 81, R429–R445
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Reliability-calibrated deep residual full-waveform inversion using geometry-invariant physics encoding: synthetic validation and zero-shot Marmousi-2 testing
Geometry-invariant physics encoding plus a conformal residual ensemble and held-out-shot audit cuts FWI error ~38% on synthetics and restores ~0.9 coverage zero-shot on Marmousi-2 under shift.